Analyzing Schizophrenic-prone text from social media content: a novel approach through ML and NLP

Analyzing Schizophrenic-prone text from social media content: a novel approach through ML and NLP

This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2024.

Sonraí bibleagrafaíochta
Príomhchruthaitheoirí:	Rodela, Raisa Rahman, Efty, Farhan Tanvir, Rahman, Mubashira, Wajiha, Shaira
Rannpháirtithe:	Reza, Md Tanzim
Formáid:	Tráchtas
Teanga:	English
Foilsithe / Cruthaithe:	Brac University 2024
Ábhair:	Schizophrenia Logistic regression Mental illness Decision tree Language pattern Social media post Natural language processing GRU Bi-LSTM BERT Natural language processing (Computer science) Machine learning
Rochtain ar líne:	http://hdl.handle.net/10361/22875

Míreanna comhchosúla

An integrated approach: fake review detection using convBERT-BiLSTM classification
de réir: Mahmud, Md. Anas, et al.
Foilsithe / Cruthaithe: (2024)

Multimodal fake news detection using text and image
de réir: Biswas, Trisha, et al.
Foilsithe / Cruthaithe: (2024)

Sentiment analysis in Bengali Text using NLP
de réir: Sarkar, Ankon, et al.
Foilsithe / Cruthaithe: (2023)

Optimizing restaurant recommendations through sentiment analysis
de réir: Juha, Tasnia, et al.
Foilsithe / Cruthaithe: (2024)

Detecting sarcasm in Bengali comments using NLP
de réir: Chowdhury, Md. Jamiur Rahman
Foilsithe / Cruthaithe: (2024)

Predicting suicidal intent from social media text post using machine learning
de réir: Chowdhury, Md. Mubin Ul Islam, et al.
Foilsithe / Cruthaithe: (2023)

A study on the efficacy of natural language generation techniques for similar writing personalities
de réir: Anwar, Ahmed, et al.
Foilsithe / Cruthaithe: (2024)

Sentiment analysis using Natural Language Processing (NLP) & deep learning
de réir: Islam, Kazi Minhazul, et al.
Foilsithe / Cruthaithe: (2022)

Hybrid recommendation system of intelligent captioning using deep learning networks
de réir: Wasi, Ahamed Al, et al.
Foilsithe / Cruthaithe: (2024)

Quality assessment of extracted information from newspaper comment sections using natural language processing
de réir: Deb, Arnob, et al.
Foilsithe / Cruthaithe: (2024)

A hybrid deep learning model and explainable AI-based Bengali hate speech multi-label classification and interpretation
de réir: Shakil, Mahmudul Hasan
Foilsithe / Cruthaithe: (2023)

NLP-based AI robot for intelligent interaction
de réir: Dastagir, Golam, et al.
Foilsithe / Cruthaithe: (2024)

Mental health analysis of cancer-diagnosed patients with the lowest survival rate and their caregivers
de réir: Orchi, Irin Hoque, et al.
Foilsithe / Cruthaithe: (2023)

Research on the latest trends in Bangla named entity recognition
de réir: Farhan, Niloy, et al.
Foilsithe / Cruthaithe: (2023)

Sentiment classification on Bengali food and restaurant reviews
de réir: Hossain, Abid, et al.
Foilsithe / Cruthaithe: (2024)

Performance analysis of deep learning algorithms for Intrusion Detection System(IDS) of IoT Security
de réir: Fiha, Yeamin Jahan, et al.
Foilsithe / Cruthaithe: (2022)

Automated reference validation for scholarly publications using NLP
de réir: Khan, A S M Nasim, et al.
Foilsithe / Cruthaithe: (2024)

Interpretable Bangla fake news classification using BERT and traditional machine learning approaches
de réir: Anan, Ramisa, et al.
Foilsithe / Cruthaithe: (2023)

Survey of Afghan (Dari) Language NLP for Building Afghan NLIDB System
de réir: Karimi, Sadullah
Foilsithe / Cruthaithe: (2022)

Human sentiment analysis using natural language processing
de réir: Shamya, Md. Shamiul Haque Khan, et al.
Foilsithe / Cruthaithe: (2024)

Enhancing Bangla video comprehension through multimodal feature integration and attention-based encoder-decoder captioning models for single-action videos
de réir: Das, Saurav, et al.
Foilsithe / Cruthaithe: (2024)

Market demand analysis using NLP in Bangla language
de réir: Hossain, Md Sabbir, et al.
Foilsithe / Cruthaithe: (2022)

Bangla hate speech detection on social media using attention-based recurrent neural network
de réir: Das, Amit Kumar, et al.
Foilsithe / Cruthaithe: (2022)

Vulgar and spam comment identification using Gluon Natural Language Processing and Convolution Neural Networks
de réir: Jahan, Rufyda
Foilsithe / Cruthaithe: (2019)

Concomitant use of multiple antipsychotics to treat Schizophrenia: Risk benefit analysis
de réir: Tabassum, Fariha
Foilsithe / Cruthaithe: (2024)

Recognizing sentimental emotions in text by using Machine Learning
de réir: Bushra, Tabassum Khan, et al.
Foilsithe / Cruthaithe: (2023)

A machine learning-based approach for data analysis to ascertain suicidal individuals from Social media users
de réir: Nahar, Fatiha Binte Kamrun, et al.
Foilsithe / Cruthaithe: (2023)

Automated essay scoring for Bangla
de réir: Mahjabin, Rubayet, et al.
Foilsithe / Cruthaithe: (2024)

Automated image caption generator in Bangla using multimodal learning
de réir: Rodoshi, Mashiat Hasin, et al.
Foilsithe / Cruthaithe: (2023)

Subjective question generation and answer evaluation using NLP
de réir: Swapno, Ahmed Symum, et al.
Foilsithe / Cruthaithe: (2024)

Advanced natural language processing with TensorFlow 2 : build effective real-world NLP applications using NER, RNNS, seq2seq models, transformers, and more /
de réir: Bansal, Ashish
Foilsithe / Cruthaithe: (2021)

Analyzing CV/resume using natural language processing and machine learning
de réir: Reza, Md. Tanzim, et al.
Foilsithe / Cruthaithe: (2018)

Feature unification for morphological parsing in Bangla
de réir: Dasgupta, Sajib, et al.
Foilsithe / Cruthaithe: (2010)

Natural language processing for online applications : text retrieval, extraction, and categorization /
de réir: Jackson, Peter, 1948-
Foilsithe / Cruthaithe: (2002)

A comprehensive NLP-based voice assistant system for streamlined information retrieval in metro rail services of Bangladesh
de réir: Rahman, MD. Abir, et al.
Foilsithe / Cruthaithe: (2024)

Rating detection by reviews using ML and NLP towards mobile phone recommendation
de réir: Sarker, Md Wafi, et al.
Foilsithe / Cruthaithe: (2023)

Hands-on natural language processing with PyTorch 1.x : build smart, AI-driven linguistic applications using deep learning and NLP techniques /
de réir: Dop, Thomas
Foilsithe / Cruthaithe: (2020)

BWN- A software platform for developing Bengali wordnet
de réir: Khan, Mumit, et al.
Foilsithe / Cruthaithe: (2010)

Natural language processing and information systems : 6th International Conference on Applications of Natural Language to Information Systems, NLDB 2002, Stockholm, Sweden, June 27-28, 2002 : revised papers /
Foilsithe / Cruthaithe: (2002)

Towards devising an efficient VQA in the Bengali Language
de réir: Islam, S M Shahriar, et al.
Foilsithe / Cruthaithe: (2022)